Profile Report FD001

Dataset statistics

Number of variables	27
Number of observations	20631
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.2 MiB
Average record size in memory	216.0 B

Variable types

Numeric	19
Categorical	8

Alerts

`Operation Setting 3` has constant value "100.0"	Constant
`Sensor Measure 1` has constant value "518.67"	Constant
`Sensor Measure 5` has constant value "14.62"	Constant
`Sensor Measure 10` has constant value "1.3"	Constant
`Sensor Measure 16` has constant value "0.03"	Constant
`Sensor Measure 18` has constant value "2388"	Constant
`Sensor Measure 19` has constant value "100.0"	Constant
`Cycle` is highly overall correlated with `RUL` and 10 other fields	High correlation
`RUL` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 11` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 12` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 13` is highly overall correlated with `RUL` and 11 other fields	High correlation
`Sensor Measure 14` is highly overall correlated with `Sensor Measure 9`	High correlation
`Sensor Measure 15` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 17` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 2` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 20` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 21` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 3` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 4` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 7` is highly overall correlated with `Cycle` and 12 other fields	High correlation
`Sensor Measure 8` is highly overall correlated with `RUL` and 11 other fields	High correlation
`Sensor Measure 9` is highly overall correlated with `Sensor Measure 14`	High correlation
`Sensor Measure 6` is highly imbalanced (86.0%)	Imbalance
`Operation Setting 1` has 413 (2.0%) zeros	Zeros
`Operation Setting 2` has 2070 (10.0%) zeros	Zeros

Reproduction

Analysis started	2024-06-01 18:38:54.695480
Analysis finished	2024-06-01 18:39:47.079751
Duration	52.38 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

UnitNumber
Real number (ℝ)

Distinct	100
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.506568

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	26
median	52
Q3	77
95-th percentile	96
Maximum	100
Range	99
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	29.227633
Coefficient of variation (CV)	0.56745449
Kurtosis	-1.2198241
Mean	51.506568
Median Absolute Deviation (MAD)	26
Skewness	-0.067815234
Sum	1062632
Variance	854.25453
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	362	1.8%
92	341	1.7%
96	336	1.6%
67	313	1.5%
83	293	1.4%
2	287	1.4%
95	283	1.4%
64	283	1.4%
86	278	1.3%
17	276	1.3%
Other values (90)	17579	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	192	0.9%
2	287	1.4%
3	179	0.9%
4	189	0.9%
5	269	1.3%
6	188	0.9%
7	259	1.3%
8	150	0.7%
9	201	1.0%
10	222	1.1%

Value	Count	Frequency (%)
100	200	1.0%
99	185	0.9%
98	156	0.8%
97	202	1.0%
96	336	1.6%
95	283	1.4%
94	258	1.3%
93	155	0.8%
92	341	1.7%
91	135	0.7%

Cycle
Real number (ℝ)

HIGH CORRELATION

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.80786

Minimum	1
Maximum	362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	156
95-th percentile	230
Maximum	362
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63305159
Kurtosis	-0.2185391
Mean	108.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2244815
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	0.5%
66	100	0.5%
97	100	0.5%
96	100	0.5%
95	100	0.5%
94	100	0.5%
93	100	0.5%
91	100	0.5%
90	100	0.5%
89	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%
10	100	0.5%

Value	Count	Frequency (%)
362	1	< 0.1%
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%

Operation Setting 1
Real number (ℝ)

ZEROS

Distinct	158
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.8701469 × 10^-6

Minimum	-0.0087
Maximum	0.0087
Zeros	413
Zeros (%)	2.0%
Negative	10061
Negative (%)	48.8%
Memory size	161.3 KiB

Quantile statistics

Minimum	-0.0087
5-th percentile	-0.0037
Q1	-0.0015
median	0
Q3	0.0015
95-th percentile	0.0036
Maximum	0.0087
Range	0.0174
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0021873134
Coefficient of variation (CV)	-246.5927
Kurtosis	-0.0091316243
Mean	-8.8701469 × 10^-6
Median Absolute Deviation (MAD)	0.0015
Skewness	-0.024766267
Sum	-0.183
Variance	4.7843401 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	2.0%
0.0002	398	1.9%
0.0004	394	1.9%
-0.0005	390	1.9%
0.0001	382	1.9%
0.0005	381	1.8%
0.0006	379	1.8%
-0.0006	375	1.8%
0.0003	364	1.8%
0.0009	362	1.8%
Other values (148)	16793	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0087	1	< 0.1%
-0.0086	1	< 0.1%
-0.0084	1	< 0.1%
-0.0081	2	< 0.1%
-0.0078	1	< 0.1%
-0.0075	1	< 0.1%
-0.0074	3	< 0.1%
-0.0073	1	< 0.1%
-0.0072	2	< 0.1%
-0.007	2	< 0.1%

Value	Count	Frequency (%)
0.0087	1	< 0.1%
0.0083	1	< 0.1%
0.0077	1	< 0.1%
0.0076	1	< 0.1%
0.0074	3	< 0.1%
0.0073	1	< 0.1%
0.0072	4	< 0.1%
0.0071	2	< 0.1%
0.007	2	< 0.1%
0.0069	2	< 0.1%

Operation Setting 2
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3508313 × 10^-6

Minimum	-0.0006
Maximum	0.0006
Zeros	2070
Zeros (%)	10.0%
Negative	9225
Negative (%)	44.7%
Memory size	161.3 KiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0004
Q1	-0.0002
median	0
Q3	0.0003
95-th percentile	0.0005
Maximum	0.0006
Range	0.0012
Interquartile range (IQR)	0.0005

Descriptive statistics

Standard deviation	0.00029306212
Coefficient of variation (CV)	124.66319
Kurtosis	-1.130447
Mean	2.3508313 × 10^-6
Median Absolute Deviation (MAD)	0.0003
Skewness	0.0090851197
Sum	0.0485
Variance	8.5885409 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
-0.0003	2104	10.2%
0.0001	2097	10.2%
0	2070	10.0%
0.0003	2065	10.0%
-0.0004	2051	9.9%
-0.0002	2049	9.9%
0.0002	2038	9.9%
-0.0001	2029	9.8%
0.0004	1997	9.7%
0.0005	1068	5.2%
Other values (3)	1063	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0006	34	0.2%
-0.0005	958	4.6%
-0.0004	2051	9.9%
-0.0003	2104	10.2%
-0.0002	2049	9.9%
-0.0001	2029	9.8%
0	2070	10.0%
0.0001	2097	10.2%
0.0002	2038	9.9%
0.0003	2065	10.0%

Value	Count	Frequency (%)
0.0006	71	0.3%
0.0005	1068	5.2%
0.0004	1997	9.7%
0.0003	2065	10.0%
0.0002	2038	9.9%
0.0001	2097	10.2%
0	2070	10.0%
-0.0001	2029	9.8%
-0.0002	2049	9.9%
-0.0003	2104	10.2%

Operation Setting 3
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100.0	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Sensor Measure 1
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

518.67	20631

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	123786
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	518.67
2nd row	518.67
3rd row	518.67
4th row	518.67
5th row	518.67

Common Values

Value	Count	Frequency (%)
518.67	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
518.67	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	123786	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	123786	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	123786	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Sensor Measure 2
Real number (ℝ)

HIGH CORRELATION

Distinct	310
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	642.68093

Minimum	641.21
Maximum	644.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	641.21
5-th percentile	641.92
Q1	642.325
median	642.64
Q3	643
95-th percentile	643.58
Maximum	644.53
Range	3.32
Interquartile range (IQR)	0.675

Descriptive statistics

Standard deviation	0.50005327
Coefficient of variation (CV)	0.00077807392
Kurtosis	-0.11204294
Mean	642.68093
Median Absolute Deviation (MAD)	0.34
Skewness	0.31652589
Sum	13259150
Variance	0.25005327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.5	190	0.9%
642.56	189	0.9%
642.53	188	0.9%
642.6	184	0.9%
642.67	179	0.9%
642.44	175	0.8%
642.63	175	0.8%
642.57	172	0.8%
642.64	168	0.8%
642.73	167	0.8%
Other values (300)	18844	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
641.21	1	< 0.1%
641.25	2	< 0.1%
641.27	3	< 0.1%
641.3	4	< 0.1%
641.31	1	< 0.1%
641.32	2	< 0.1%
641.33	2	< 0.1%
641.34	1	< 0.1%
641.35	1	< 0.1%
641.36	2	< 0.1%

Value	Count	Frequency (%)
644.53	2	< 0.1%
644.5	1	< 0.1%
644.47	1	< 0.1%
644.44	1	< 0.1%
644.39	1	< 0.1%
644.37	1	< 0.1%
644.35	1	< 0.1%
644.34	1	< 0.1%
644.31	1	< 0.1%
644.3	2	< 0.1%

Sensor Measure 3
Real number (ℝ)

HIGH CORRELATION

Distinct	3012
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1590.5231

Minimum	1571.04
Maximum	1616.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	1571.04
5-th percentile	1581.11
Q1	1586.26
median	1590.1
Q3	1594.38
95-th percentile	1601.47
Maximum	1616.91
Range	45.87
Interquartile range (IQR)	8.12

Descriptive statistics

Standard deviation	6.1311495
Coefficient of variation (CV)	0.0038548006
Kurtosis	0.0077618224
Mean	1590.5231
Median Absolute Deviation (MAD)	4.05
Skewness	0.30894581
Sum	32814082
Variance	37.590994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1590.1	27	0.1%
1589.76	26	0.1%
1589.98	25	0.1%
1592.11	25	0.1%
1587.86	24	0.1%
1584.95	23	0.1%
1590.54	23	0.1%
1589.08	23	0.1%
1589.44	23	0.1%
1587.82	22	0.1%
Other values (3002)	20390	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1571.04	1	< 0.1%
1571.06	1	< 0.1%
1571.84	1	< 0.1%
1571.99	1	< 0.1%
1572.34	1	< 0.1%
1572.4	1	< 0.1%
1572.46	1	< 0.1%
1572.67	1	< 0.1%
1572.76	1	< 0.1%
1572.98	1	< 0.1%

Value	Count	Frequency (%)
1616.91	1	< 0.1%
1614.93	1	< 0.1%
1614.72	1	< 0.1%
1613.62	1	< 0.1%
1613.29	1	< 0.1%
1612.88	1	< 0.1%
1612.63	1	< 0.1%
1612.11	1	< 0.1%
1611.92	1	< 0.1%
1611.57	1	< 0.1%

Sensor Measure 4
Real number (ℝ)

HIGH CORRELATION

Distinct	4051
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1408.9338

Minimum	1382.25
Maximum	1441.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	1382.25
5-th percentile	1395.62
Q1	1402.36
median	1408.04
Q3	1414.555
95-th percentile	1425.67
Maximum	1441.49
Range	59.24
Interquartile range (IQR)	12.195

Descriptive statistics

Standard deviation	9.0006048
Coefficient of variation (CV)	0.0063882383
Kurtosis	-0.16368086
Mean	1408.9338
Median Absolute Deviation (MAD)	6.04
Skewness	0.44319434
Sum	29067713
Variance	81.010886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1409.01	20	0.1%
1404.47	18	0.1%
1407.15	18	0.1%
1407.02	18	0.1%
1414.03	18	0.1%
1410.54	18	0.1%
1403.23	17	0.1%
1407.18	16	0.1%
1410.57	16	0.1%
1401.27	16	0.1%
Other values (4041)	20456	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1382.25	1	< 0.1%
1385.19	1	< 0.1%
1385.75	1	< 0.1%
1386.29	1	< 0.1%
1386.43	1	< 0.1%
1386.69	1	< 0.1%
1387.16	1	< 0.1%
1387.36	1	< 0.1%
1387.38	1	< 0.1%
1387.5	1	< 0.1%

Value	Count	Frequency (%)
1441.49	1	< 0.1%
1438.96	1	< 0.1%
1438.51	1	< 0.1%
1438.41	1	< 0.1%
1438.22	1	< 0.1%
1438.16	1	< 0.1%
1438.1	1	< 0.1%
1437.98	1	< 0.1%
1437.88	1	< 0.1%
1437.81	1	< 0.1%

Sensor Measure 5
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

14.62	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	14.62
2nd row	14.62
3rd row	14.62
4th row	14.62
5th row	14.62

Common Values

Value	Count	Frequency (%)
14.62	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14.62	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Sensor Measure 6
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

21.61	20225
21.6	406

Length

Max length	5
Median length	5
Mean length	4.9803209
Min length	4

Characters and Unicode

Total characters	102749
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21.61
2nd row	21.61
3rd row	21.61
4th row	21.61
5th row	21.61

Common Values

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Most occurring characters

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Sensor Measure 7
Real number (ℝ)

HIGH CORRELATION

Distinct	513
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	553.36771

Minimum	549.85
Maximum	556.06
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	549.85
5-th percentile	551.74
Q1	552.81
median	553.44
Q3	554.01
95-th percentile	554.69
Maximum	556.06
Range	6.21
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.88509226
Coefficient of variation (CV)	0.0015994649
Kurtosis	-0.15794922
Mean	553.36771
Median Absolute Deviation (MAD)	0.6
Skewness	-0.39432894
Sum	11416529
Variance	0.7833883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
553.62	116	0.6%
553.76	115	0.6%
553.72	110	0.5%
553.94	110	0.5%
553.43	108	0.5%
553.74	107	0.5%
553.75	106	0.5%
554	105	0.5%
553.9	104	0.5%
553.52	103	0.5%
Other values (503)	19547	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
549.85	1	< 0.1%
550.34	1	< 0.1%
550.35	1	< 0.1%
550.42	1	< 0.1%
550.43	1	< 0.1%
550.48	2	< 0.1%
550.49	1	< 0.1%
550.5	1	< 0.1%
550.51	2	< 0.1%
550.52	1	< 0.1%

Value	Count	Frequency (%)
556.06	1	< 0.1%
555.86	1	< 0.1%
555.72	1	< 0.1%
555.7	1	< 0.1%
555.67	1	< 0.1%
555.66	1	< 0.1%
555.64	1	< 0.1%
555.61	1	< 0.1%
555.6	1	< 0.1%
555.58	1	< 0.1%

Sensor Measure 8
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0967

Minimum	2387.9
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	2387.9
5-th percentile	2387.99
Q1	2388.05
median	2388.09
Q3	2388.14
95-th percentile	2388.22
Maximum	2388.56
Range	0.66
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.070985479
Coefficient of variation (CV)	2.9724709 × 10^-5
Kurtosis	0.33314901
Mean	2388.0967
Median Absolute Deviation (MAD)	0.05
Skewness	0.47941086
Sum	49268822
Variance	0.0050389382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.11	1181	5.7%
2388.1	1159	5.6%
2388.09	1149	5.6%
2388.08	1126	5.5%
2388.07	1077	5.2%
2388.12	1069	5.2%
2388.06	1050	5.1%
2388.13	1033	5.0%
2388.05	1013	4.9%
2388.04	910	4.4%
Other values (43)	9864	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.9	1	< 0.1%
2387.91	3	< 0.1%
2387.92	9	< 0.1%
2387.93	16	0.1%
2387.94	33	0.2%
2387.95	72	0.3%
2387.96	145	0.7%
2387.97	201	1.0%
2387.98	339	1.6%
2387.99	426	2.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.52	1	< 0.1%
2388.5	1	< 0.1%
2388.46	1	< 0.1%
2388.44	2	< 0.1%
2388.37	1	< 0.1%
2388.36	1	< 0.1%
2388.35	2	< 0.1%
2388.34	13	0.1%
2388.33	13	0.1%

Sensor Measure 9
Real number (ℝ)

HIGH CORRELATION

Distinct	6403
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9065.2429

Minimum	9021.73
Maximum	9244.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	9021.73
5-th percentile	9042.55
Q1	9053.1
median	9060.66
Q3	9069.42
95-th percentile	9109.98
Maximum	9244.59
Range	222.86
Interquartile range (IQR)	16.32

Descriptive statistics

Standard deviation	22.08288
Coefficient of variation (CV)	0.0024359942
Kurtosis	9.3786813
Mean	9065.2429
Median Absolute Deviation (MAD)	8.13
Skewness	2.5553649
Sum	1.8702503 × 10⁸
Variance	487.65357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9058.88	16	0.1%
9060.37	15	0.1%
9060.55	15	0.1%
9056.86	15	0.1%
9063.22	15	0.1%
9060.87	15	0.1%
9054.54	14	0.1%
9061.05	14	0.1%
9057.95	14	0.1%
9065.47	14	0.1%
Other values (6393)	20484	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9021.73	1	< 0.1%
9023.85	1	< 0.1%
9024.27	1	< 0.1%
9024.42	1	< 0.1%
9025.22	1	< 0.1%
9025.29	1	< 0.1%
9026.08	1	< 0.1%
9026.17	1	< 0.1%
9026.19	1	< 0.1%
9026.66	1	< 0.1%

Value	Count	Frequency (%)
9244.59	1	< 0.1%
9239.76	1	< 0.1%
9228.53	1	< 0.1%
9226.6	1	< 0.1%
9224.87	1	< 0.1%
9224.53	1	< 0.1%
9223.56	1	< 0.1%
9221.31	1	< 0.1%
9220.88	1	< 0.1%
9219.81	1	< 0.1%

Sensor Measure 10
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

1.3	20631

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61893
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.3
2nd row	1.3
3rd row	1.3
4th row	1.3
5th row	1.3

Common Values

Value	Count	Frequency (%)
1.3	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.3	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61893	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61893	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61893	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Sensor Measure 11
Real number (ℝ)

HIGH CORRELATION

Distinct	159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.541168

Minimum	46.85
Maximum	48.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	46.85
5-th percentile	47.15
Q1	47.35
median	47.51
Q3	47.7
95-th percentile	48.045
Maximum	48.53
Range	1.68
Interquartile range (IQR)	0.35

Descriptive statistics

Standard deviation	0.2670874
Coefficient of variation (CV)	0.0056180235
Kurtosis	-0.17219188
Mean	47.541168
Median Absolute Deviation (MAD)	0.18
Skewness	0.46932909
Sum	980821.84
Variance	0.071335679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.46	341	1.7%
47.57	338	1.6%
47.49	332	1.6%
47.45	332	1.6%
47.47	331	1.6%
47.52	326	1.6%
47.37	321	1.6%
47.48	319	1.5%
47.44	318	1.5%
47.43	311	1.5%
Other values (149)	17362	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.85	1	< 0.1%
46.86	3	< 0.1%
46.88	2	< 0.1%
46.89	1	< 0.1%
46.9	1	< 0.1%
46.91	1	< 0.1%
46.92	3	< 0.1%
46.93	3	< 0.1%
46.94	6	< 0.1%
46.95	6	< 0.1%

Value	Count	Frequency (%)
48.53	1	< 0.1%
48.52	1	< 0.1%
48.48	1	< 0.1%
48.43	1	< 0.1%
48.41	4	< 0.1%
48.4	4	< 0.1%
48.39	3	< 0.1%
48.38	1	< 0.1%
48.37	2	< 0.1%
48.35	5	< 0.1%

Sensor Measure 12
Real number (ℝ)

HIGH CORRELATION

Distinct	427
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.41347

Minimum	518.69
Maximum	523.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	518.69
5-th percentile	520.04
Q1	520.96
median	521.48
Q3	521.95
95-th percentile	522.5
Maximum	523.38
Range	4.69
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	0.73755339
Coefficient of variation (CV)	0.0014145269
Kurtosis	-0.14491657
Mean	521.41347
Median Absolute Deviation (MAD)	0.5
Skewness	-0.44240724
Sum	10757281
Variance	0.54398501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.63	143	0.7%
521.42	136	0.7%
521.35	131	0.6%
521.56	129	0.6%
521.66	126	0.6%
521.54	125	0.6%
521.69	124	0.6%
521.5	123	0.6%
521.46	121	0.6%
521.43	121	0.6%
Other values (417)	19352	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
518.69	1	< 0.1%
518.83	2	< 0.1%
518.94	1	< 0.1%
518.95	1	< 0.1%
518.98	1	< 0.1%
518.99	1	< 0.1%
519.01	1	< 0.1%
519.02	1	< 0.1%
519.03	1	< 0.1%
519.06	2	< 0.1%

Value	Count	Frequency (%)
523.38	2	< 0.1%
523.35	1	< 0.1%
523.31	1	< 0.1%
523.27	1	< 0.1%
523.26	2	< 0.1%
523.25	1	< 0.1%
523.24	1	< 0.1%
523.23	1	< 0.1%
523.21	1	< 0.1%
523.2	1	< 0.1%

Sensor Measure 13
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0962

Minimum	2387.88
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	2387.88
5-th percentile	2387.99
Q1	2388.04
median	2388.09
Q3	2388.14
95-th percentile	2388.23
Maximum	2388.56
Range	0.68
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.071918916
Coefficient of variation (CV)	3.0115586 × 10^-5
Kurtosis	0.38724376
Mean	2388.0962
Median Absolute Deviation (MAD)	0.05
Skewness	0.46979242
Sum	49268812
Variance	0.0051723304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.1	1164	5.6%
2388.09	1144	5.5%
2388.08	1129	5.5%
2388.11	1127	5.5%
2388.07	1112	5.4%
2388.12	1099	5.3%
2388.06	1005	4.9%
2388.05	987	4.8%
2388.13	976	4.7%
2388.04	952	4.6%
Other values (46)	9936	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.88	1	< 0.1%
2387.89	1	< 0.1%
2387.9	1	< 0.1%
2387.91	2	< 0.1%
2387.92	12	0.1%
2387.93	19	0.1%
2387.94	54	0.3%
2387.95	95	0.5%
2387.96	170	0.8%
2387.97	219	1.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.55	1	< 0.1%
2388.54	1	< 0.1%
2388.49	1	< 0.1%
2388.44	1	< 0.1%
2388.39	2	< 0.1%
2388.37	3	< 0.1%
2388.36	6	< 0.1%
2388.35	7	< 0.1%
2388.34	8	< 0.1%

Sensor Measure 14
Real number (ℝ)

HIGH CORRELATION

Distinct	6078
Distinct (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8143.7527

Minimum	8099.94
Maximum	8293.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	8099.94
5-th percentile	8122.505
Q1	8133.245
median	8140.54
Q3	8148.31
95-th percentile	8181.405
Maximum	8293.72
Range	193.78
Interquartile range (IQR)	15.065

Descriptive statistics

Standard deviation	19.076176
Coefficient of variation (CV)	0.0023424306
Kurtosis	8.8546645
Mean	8143.7527
Median Absolute Deviation (MAD)	7.54
Skewness	2.3725536
Sum	1.6801376 × 10⁸
Variance	363.90049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8138.89	17	0.1%
8141.85	17	0.1%
8136.89	16	0.1%
8140.79	15	0.1%
8140.65	15	0.1%
8140.49	15	0.1%
8140.33	15	0.1%
8140.89	15	0.1%
8136.69	15	0.1%
8140.97	15	0.1%
Other values (6068)	20476	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8099.94	1	< 0.1%
8101.49	1	< 0.1%
8102.82	1	< 0.1%
8103.27	1	< 0.1%
8103.77	1	< 0.1%
8103.98	1	< 0.1%
8104.46	1	< 0.1%
8104.78	1	< 0.1%
8104.82	1	< 0.1%
8105.22	1	< 0.1%

Value	Count	Frequency (%)
8293.72	1	< 0.1%
8290.25	1	< 0.1%
8289.63	1	< 0.1%
8288.26	1	< 0.1%
8282.5	1	< 0.1%
8279.86	1	< 0.1%
8279.79	1	< 0.1%
8276.2	1	< 0.1%
8274.65	1	< 0.1%
8273.15	1	< 0.1%

Sensor Measure 15
Real number (ℝ)

HIGH CORRELATION

Distinct	1918
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4421456

Minimum	8.3249
Maximum	8.5848
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	8.3249
5-th percentile	8.3859
Q1	8.4149
median	8.4389
Q3	8.4656
95-th percentile	8.511
Maximum	8.5848
Range	0.2599
Interquartile range (IQR)	0.0507

Descriptive statistics

Standard deviation	0.037505038
Coefficient of variation (CV)	0.0044425955
Kurtosis	-0.12143
Mean	8.4421456
Median Absolute Deviation (MAD)	0.0252
Skewness	0.38825858
Sum	174169.91
Variance	0.0014066279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4309	38	0.2%
8.4318	37	0.2%
8.4468	36	0.2%
8.4442	35	0.2%
8.4128	34	0.2%
8.4453	32	0.2%
8.4446	32	0.2%
8.4371	31	0.2%
8.4209	31	0.2%
8.4226	31	0.2%
Other values (1908)	20294	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3249	1	< 0.1%
8.3279	1	< 0.1%
8.3303	1	< 0.1%
8.3358	2	< 0.1%
8.3365	1	< 0.1%
8.3387	1	< 0.1%
8.34	1	< 0.1%
8.3409	1	< 0.1%
8.3427	1	< 0.1%
8.3428	1	< 0.1%

Value	Count	Frequency (%)
8.5848	1	< 0.1%
8.5836	1	< 0.1%
8.5678	1	< 0.1%
8.5671	1	< 0.1%
8.5668	1	< 0.1%
8.5665	1	< 0.1%
8.5654	1	< 0.1%
8.5648	1	< 0.1%
8.5646	1	< 0.1%
8.5641	1	< 0.1%

Sensor Measure 16
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0.03	20631

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	82524
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.03
2nd row	0.03
3rd row	0.03
4th row	0.03
5th row	0.03

Common Values

Value	Count	Frequency (%)
0.03	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.03	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Sensor Measure 17
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	393.21065

Minimum	388
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	388
5-th percentile	391
Q1	392
median	393
Q3	394
95-th percentile	396
Maximum	400
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.548763
Coefficient of variation (CV)	0.0039387616
Kurtosis	-0.039174043
Mean	393.21065
Median Absolute Deviation (MAD)	1
Skewness	0.35312566
Sum	8112329
Variance	2.3986669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
393	5445	26.4%
392	4578	22.2%
394	4063	19.7%
395	2339	11.3%
391	2022	9.8%
396	1185	5.7%
390	452	2.2%
397	436	2.1%
398	72	0.3%
389	30	0.1%
Other values (3)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
388	1	< 0.1%
389	30	0.1%
390	452	2.2%
391	2022	9.8%
392	4578	22.2%
393	5445	26.4%
394	4063	19.7%
395	2339	11.3%
396	1185	5.7%
397	436	2.1%

Value	Count	Frequency (%)
400	1	< 0.1%
399	7	< 0.1%
398	72	0.3%
397	436	2.1%
396	1185	5.7%
395	2339	11.3%
394	4063	19.7%
393	5445	26.4%
392	4578	22.2%
391	2022	9.8%

Sensor Measure 18
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

2388	20631

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	82524
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2388
2nd row	2388
3rd row	2388
4th row	2388
5th row	2388

Common Values

Value	Count	Frequency (%)
2388	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2388	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	82524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Sensor Measure 19
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100.0	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	103155	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Sensor Measure 20
Real number (ℝ)

HIGH CORRELATION

Distinct	120
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.816271

Minimum	38.14
Maximum	39.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	38.14
5-th percentile	38.49
Q1	38.7
median	38.83
Q3	38.95
95-th percentile	39.09
Maximum	39.43
Range	1.29
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.18074643
Coefficient of variation (CV)	0.0046564604
Kurtosis	-0.11282911
Mean	38.816271
Median Absolute Deviation (MAD)	0.12
Skewness	-0.3584452
Sum	800818.48
Variance	0.032669271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.86	485	2.4%
38.89	476	2.3%
38.82	472	2.3%
38.87	460	2.2%
38.85	458	2.2%
38.83	457	2.2%
38.84	455	2.2%
38.88	452	2.2%
38.81	447	2.2%
38.8	447	2.2%
Other values (110)	16022	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.14	1	< 0.1%
38.16	1	< 0.1%
38.18	1	< 0.1%
38.19	1	< 0.1%
38.2	1	< 0.1%
38.21	1	< 0.1%
38.22	3	< 0.1%
38.23	5	< 0.1%
38.24	7	< 0.1%
38.25	9	< 0.1%

Value	Count	Frequency (%)
39.43	1	< 0.1%
39.41	1	< 0.1%
39.34	1	< 0.1%
39.32	1	< 0.1%
39.31	2	< 0.1%
39.3	2	< 0.1%
39.29	3	< 0.1%
39.28	1	< 0.1%
39.27	10	< 0.1%
39.26	7	< 0.1%

Sensor Measure 21
Real number (ℝ)

HIGH CORRELATION

Distinct	4745
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.289705

Minimum	22.8942
Maximum	23.6184
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	22.8942
5-th percentile	23.09345
Q1	23.2218
median	23.2979
Q3	23.3668
95-th percentile	23.4535
Maximum	23.6184
Range	0.7242
Interquartile range (IQR)	0.145

Descriptive statistics

Standard deviation	0.10825087
Coefficient of variation (CV)	0.0046480139
Kurtosis	-0.11703945
Mean	23.289705
Median Absolute Deviation (MAD)	0.0724
Skewness	-0.35037496
Sum	480489.91
Variance	0.011718252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.3222	23	0.1%
23.3029	17	0.1%
23.2896	16	0.1%
23.3725	16	0.1%
23.371	15	0.1%
23.3491	15	0.1%
23.3497	15	0.1%
23.3315	15	0.1%
23.3002	15	0.1%
23.3309	15	0.1%
Other values (4735)	20469	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8942	1	< 0.1%
22.9071	1	< 0.1%
22.9122	1	< 0.1%
22.9305	1	< 0.1%
22.9333	1	< 0.1%
22.9337	1	< 0.1%
22.9364	1	< 0.1%
22.9396	2	< 0.1%
22.9398	1	< 0.1%
22.9402	1	< 0.1%

Value	Count	Frequency (%)
23.6184	1	< 0.1%
23.6127	1	< 0.1%
23.6064	1	< 0.1%
23.6005	1	< 0.1%
23.5983	1	< 0.1%
23.589	1	< 0.1%
23.5862	2	< 0.1%
23.5858	1	< 0.1%
23.5825	1	< 0.1%
23.5791	1	< 0.1%

RUL
Real number (ℝ)

HIGH CORRELATION

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.80786

Minimum	1
Maximum	362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	156
95-th percentile	230
Maximum	362
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63305159
Kurtosis	-0.2185391
Mean	108.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2244815
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	100	0.5%
62	100	0.5%
71	100	0.5%
70	100	0.5%
69	100	0.5%
68	100	0.5%
67	100	0.5%
66	100	0.5%
65	100	0.5%
64	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%
10	100	0.5%

Value	Count	Frequency (%)
362	1	< 0.1%
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%

Auto

Heatmap
Table

	Cycle	Operation Setting 1	Operation Setting 2	RUL	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 17	Sensor Measure 2	Sensor Measure 20	Sensor Measure 21	Sensor Measure 3	Sensor Measure 4	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	UnitNumber
Cycle	1.000	-0.006	0.012	-0.787	0.615	-0.593	0.458	0.294	0.571	0.553	0.534	-0.568	-0.570	0.529	0.605	0.108	-0.578	0.455	0.402	0.058
Operation Setting 1	-0.006	1.000	0.008	-0.001	0.008	0.000	-0.003	-0.003	0.005	0.003	0.009	-0.006	-0.011	-0.007	0.009	0.003	-0.008	-0.003	-0.004	-0.020
Operation Setting 2	0.012	0.008	1.000	-0.004	0.012	-0.010	0.019	-0.019	0.014	0.013	0.009	-0.011	-0.010	0.009	0.017	0.000	-0.017	0.013	-0.018	-0.006
RUL	-0.787	-0.001	-0.004	1.000	-0.718	0.693	-0.573	-0.202	-0.666	-0.629	-0.629	0.653	0.657	-0.606	-0.702	0.139	0.679	-0.574	-0.322	0.058
Sensor Measure 11	0.615	0.008	0.012	-0.718	1.000	-0.832	0.776	-0.066	0.758	0.698	0.717	-0.750	-0.750	0.670	0.812	0.199	-0.806	0.777	0.083	0.025
Sensor Measure 12	-0.593	0.000	-0.010	0.693	-0.832	1.000	-0.777	0.101	-0.745	-0.684	-0.706	0.734	0.736	-0.660	-0.800	0.188	0.794	-0.775	-0.046	-0.031
Sensor Measure 13	0.458	-0.003	0.019	-0.573	0.776	-0.777	1.000	-0.328	0.687	0.618	0.649	-0.676	-0.677	0.593	0.737	0.186	-0.754	0.807	-0.182	0.046
Sensor Measure 14	0.294	-0.003	-0.019	-0.202	-0.066	0.101	-0.328	1.000	-0.019	0.032	-0.019	0.019	0.020	0.029	-0.035	0.082	0.086	-0.326	0.886	-0.044
Sensor Measure 15	0.571	0.005	0.014	-0.666	0.758	-0.745	0.687	-0.019	1.000	0.643	0.651	-0.682	-0.678	0.613	0.732	0.173	-0.726	0.689	0.115	0.021
Sensor Measure 17	0.553	0.003	0.013	-0.629	0.698	-0.684	0.618	0.032	0.643	1.000	0.605	-0.626	-0.632	0.575	0.678	0.146	-0.674	0.618	0.154	0.014
Sensor Measure 2	0.534	0.009	0.009	-0.629	0.717	-0.706	0.649	-0.019	0.651	0.605	1.000	-0.640	-0.643	0.576	0.693	0.146	-0.680	0.650	0.104	0.014
Sensor Measure 20	-0.568	-0.006	-0.011	0.653	-0.750	0.734	-0.676	0.019	-0.682	-0.626	-0.640	1.000	0.668	-0.599	-0.727	0.162	0.716	-0.677	-0.111	-0.018
Sensor Measure 21	-0.570	-0.011	-0.010	0.657	-0.750	0.736	-0.677	0.020	-0.678	-0.632	-0.643	0.668	1.000	-0.610	-0.720	0.154	0.715	-0.677	-0.114	-0.016
Sensor Measure 3	0.529	-0.007	0.009	-0.606	0.670	-0.660	0.593	0.029	0.613	0.575	0.576	-0.599	-0.610	1.000	0.651	0.125	-0.643	0.592	0.143	0.015
Sensor Measure 4	0.605	0.009	0.017	-0.702	0.812	-0.800	0.737	-0.035	0.732	0.678	0.693	-0.727	-0.720	0.651	1.000	0.170	-0.774	0.739	0.107	0.025
Sensor Measure 6	0.108	0.003	0.000	0.139	0.199	0.188	0.186	0.082	0.173	0.146	0.146	0.162	0.154	0.125	0.170	1.000	-0.161	0.162	-0.010	0.026
Sensor Measure 7	-0.578	-0.008	-0.017	0.679	-0.806	0.794	-0.754	0.086	-0.726	-0.674	-0.680	0.716	0.715	-0.643	-0.774	-0.161	1.000	-0.755	-0.056	-0.033
Sensor Measure 8	0.455	-0.003	0.013	-0.574	0.777	-0.775	0.807	-0.326	0.689	0.618	0.650	-0.677	-0.677	0.592	0.739	0.162	-0.755	1.000	-0.179	0.043
Sensor Measure 9	0.402	-0.004	-0.018	-0.322	0.083	-0.046	-0.182	0.886	0.115	0.154	0.104	-0.111	-0.114	0.143	0.107	-0.010	-0.056	-0.179	1.000	-0.023
UnitNumber	0.058	-0.020	-0.006	0.058	0.025	-0.031	0.046	-0.044	0.021	0.014	0.014	-0.018	-0.016	0.015	0.025	0.026	-0.033	0.043	-0.023	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	UnitNumber	Cycle	Operation Setting 1	Operation Setting 2	Operation Setting 3	Sensor Measure 1	Sensor Measure 2	Sensor Measure 3	Sensor Measure 4	Sensor Measure 5	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	Sensor Measure 10	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 16	Sensor Measure 17	Sensor Measure 18	Sensor Measure 19	Sensor Measure 20	Sensor Measure 21	RUL
0	1	1	-0.0007	-0.0004	100.0	518.67	641.82	1589.70	1400.60	14.62	21.61	554.36	2388.06	9046.19	1.3	47.47	521.66	2388.02	8138.62	8.4195	0.03	392	2388	100.0	39.06	23.4190	192
1	1	2	0.0019	-0.0003	100.0	518.67	642.15	1591.82	1403.14	14.62	21.61	553.75	2388.04	9044.07	1.3	47.49	522.28	2388.07	8131.49	8.4318	0.03	392	2388	100.0	39.00	23.4236	191
2	1	3	-0.0043	0.0003	100.0	518.67	642.35	1587.99	1404.20	14.62	21.61	554.26	2388.08	9052.94	1.3	47.27	522.42	2388.03	8133.23	8.4178	0.03	390	2388	100.0	38.95	23.3442	190
3	1	4	0.0007	0.0000	100.0	518.67	642.35	1582.79	1401.87	14.62	21.61	554.45	2388.11	9049.48	1.3	47.13	522.86	2388.08	8133.83	8.3682	0.03	392	2388	100.0	38.88	23.3739	189
4	1	5	-0.0019	-0.0002	100.0	518.67	642.37	1582.85	1406.22	14.62	21.61	554.00	2388.06	9055.15	1.3	47.28	522.19	2388.04	8133.80	8.4294	0.03	393	2388	100.0	38.90	23.4044	188
5	1	6	-0.0043	-0.0001	100.0	518.67	642.10	1584.47	1398.37	14.62	21.61	554.67	2388.02	9049.68	1.3	47.16	521.68	2388.03	8132.85	8.4108	0.03	391	2388	100.0	38.98	23.3669	187
6	1	7	0.0010	0.0001	100.0	518.67	642.48	1592.32	1397.77	14.62	21.61	554.34	2388.02	9059.13	1.3	47.36	522.32	2388.03	8132.32	8.3974	0.03	392	2388	100.0	39.10	23.3774	186
7	1	8	-0.0034	0.0003	100.0	518.67	642.56	1582.96	1400.97	14.62	21.61	553.85	2388.00	9040.80	1.3	47.24	522.47	2388.03	8131.07	8.4076	0.03	391	2388	100.0	38.97	23.3106	185
8	1	9	0.0008	0.0001	100.0	518.67	642.12	1590.98	1394.80	14.62	21.61	553.69	2388.05	9046.46	1.3	47.29	521.79	2388.05	8125.69	8.3728	0.03	392	2388	100.0	39.05	23.4066	184
9	1	10	-0.0033	0.0001	100.0	518.67	641.71	1591.24	1400.46	14.62	21.61	553.59	2388.05	9051.70	1.3	47.03	521.79	2388.06	8129.38	8.4286	0.03	393	2388	100.0	38.95	23.4694	183

	UnitNumber	Cycle	Operation Setting 1	Operation Setting 2	Operation Setting 3	Sensor Measure 1	Sensor Measure 2	Sensor Measure 3	Sensor Measure 4	Sensor Measure 5	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	Sensor Measure 10	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 16	Sensor Measure 17	Sensor Measure 18	Sensor Measure 19	Sensor Measure 20	Sensor Measure 21	RUL
20621	100	191	-0.0005	-0.0000	100.0	518.67	643.69	1610.87	1427.19	14.62	21.61	551.78	2388.26	9068.90	1.3	48.07	519.80	2388.28	8143.56	8.5092	0.03	398	2388	100.0	38.39	23.1218	10
20622	100	192	-0.0009	0.0001	100.0	518.67	643.53	1601.23	1419.48	14.62	21.61	551.14	2388.17	9060.45	1.3	48.18	520.59	2388.21	8143.46	8.4892	0.03	397	2388	100.0	38.56	23.0770	9
20623	100	193	-0.0001	0.0002	100.0	518.67	643.09	1599.81	1428.93	14.62	21.61	552.04	2388.29	9067.57	1.3	48.19	520.11	2388.19	8142.02	8.5424	0.03	397	2388	100.0	38.47	23.0230	8
20624	100	194	-0.0011	0.0003	100.0	518.67	643.72	1597.29	1427.41	14.62	21.61	551.99	2388.23	9068.85	1.3	48.12	519.55	2388.22	8139.67	8.5215	0.03	394	2388	100.0	38.38	23.1324	7
20625	100	195	-0.0002	-0.0001	100.0	518.67	643.41	1600.04	1431.90	14.62	21.61	551.42	2388.23	9069.69	1.3	48.22	519.71	2388.28	8142.90	8.5519	0.03	394	2388	100.0	38.14	23.1923	6
20626	100	196	-0.0004	-0.0003	100.0	518.67	643.49	1597.98	1428.63	14.62	21.61	551.43	2388.19	9065.52	1.3	48.07	519.49	2388.26	8137.60	8.4956	0.03	397	2388	100.0	38.49	22.9735	5
20627	100	197	-0.0016	-0.0005	100.0	518.67	643.54	1604.50	1433.58	14.62	21.61	550.86	2388.23	9065.11	1.3	48.04	519.68	2388.22	8136.50	8.5139	0.03	395	2388	100.0	38.30	23.1594	4
20628	100	198	0.0004	0.0000	100.0	518.67	643.42	1602.46	1428.18	14.62	21.61	550.94	2388.24	9065.90	1.3	48.09	520.01	2388.24	8141.05	8.5646	0.03	398	2388	100.0	38.44	22.9333	3
20629	100	199	-0.0011	0.0003	100.0	518.67	643.23	1605.26	1426.53	14.62	21.61	550.68	2388.25	9073.72	1.3	48.39	519.67	2388.23	8139.29	8.5389	0.03	395	2388	100.0	38.29	23.0640	2
20630	100	200	-0.0032	-0.0005	100.0	518.67	643.85	1600.38	1432.14	14.62	21.61	550.79	2388.26	9061.48	1.3	48.20	519.30	2388.26	8137.33	8.5036	0.03	396	2388	100.0	38.37	23.0522	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)